{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "cell_id": "31751d6b10764fee8faa7a3921c6a271",
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 9649,
    "execution_start": 1671418790403,
    "source_hash": "8003143f",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练集大小：60000\n",
      "测试集大小：10000\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "\n",
    "# 导入数据\n",
    "mnist_train = pd.read_csv(\"mnist_train.csv\")\n",
    "mnist_test = pd.read_csv(\"mnist_test.csv\")\n",
    "# 提取出图像信息，并将内容从0~255的整数转换为0.0~1.0的浮点数\n",
    "# 图像大小为28*28，数组中每一行代表一张图像\n",
    "x_train = mnist_train.iloc[:, 1:].to_numpy().reshape(-1, 28 * 28) / 255\n",
    "x_test = mnist_test.iloc[:, 1:].to_numpy().reshape(-1, 28 * 28) / 255\n",
    "print(f'训练集大小：{len(x_train)}')\n",
    "print(f'测试集大小：{len(x_test)}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "cell_id": "0d86775668a94869a28d671e14168489",
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 393,
    "execution_start": 1671418807279,
    "source_hash": "d780bd3",
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def display(data, m, n):\n",
    "    # data：图像的像素数据，每行代表一张图像\n",
    "    # m，n：按m行n列的方式展示前m * n张图像\n",
    "    img = np.zeros((28 * m, 28 * n))\n",
    "    for i in range(m):\n",
    "        for j in range(n):\n",
    "            # 填充第i行j列图像的数据\n",
    "            img[i * 28: (i + 1) * 28, j * 28: (j + 1) * 28] = data[i * m + j].reshape(28, 28)\n",
    "    plt.figure(figsize=(m * 1.5, n * 1.5))\n",
    "    plt.imshow(img, cmap='gray')\n",
    "    plt.show()\n",
    "\n",
    "display(x_test, 3, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "cell_id": "ddb36870375e4258a897e15c4607f8ca",
    "collapsed": true,
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 44,
    "execution_start": 1671418813943,
    "source_hash": "58f41fc1",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# 多层感知机\n",
    "class MLP(nn.Module):\n",
    "\n",
    "    def __init__(self, layer_sizes):\n",
    "        super().__init__()\n",
    "        self.layers = nn.ModuleList() # ModuleList用列表存储PyTorch模块\n",
    "        num_in = layer_sizes[0]\n",
    "        for num_out in layer_sizes[1:]:\n",
    "            # 创建全连接层\n",
    "            self.layers.append(nn.Linear(num_in, num_out))\n",
    "            # 创建逻辑斯谛激活函数层\n",
    "            self.layers.append(nn.Sigmoid())\n",
    "            num_in = num_out\n",
    "\n",
    "    def forward(self, x):\n",
    "        # 前向传播\n",
    "        for l in self.layers:\n",
    "            x = l(x)\n",
    "        return x\n",
    "\n",
    "layer_sizes = [784, 256, 128, 100]\n",
    "encoder = MLP(layer_sizes)\n",
    "decoder = MLP(layer_sizes[::-1]) # 解码器的各层大小与编码器相反"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "cell_id": "1c221f00d7a9400d9102519e5cea5966",
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 63558,
    "execution_start": 1671418818756,
    "id": "FDF18B31559341C6B31CDBA7FCB7FBD6",
    "jupyter": {},
    "notebookId": "60b9927227cb76001762cefa",
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    },
    "source_hash": "8bb13c3",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练轮数：0，平均损失：0.0311\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练轮数：2，平均损失：0.0190\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练轮数：4，平均损失：0.0118\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练轮数：6，平均损失：0.0091\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练轮数：8，平均损失：0.0073\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "训练轮数：9，平均损失：0.0067\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 训练超参数\n",
    "learning_rate = 0.01 # 学习率\n",
    "max_epoch = 10 # 训练轮数\n",
    "batch_size = 256 # 批量大小\n",
    "display_step = 2 # 展示间隔\n",
    "np.random.seed(0)\n",
    "torch.manual_seed(0)\n",
    "\n",
    "# 采用Adam优化器，编码器和解码器的参数共同优化\n",
    "optimizer = torch.optim.Adam(list(encoder.parameters()) + list(decoder.parameters()), lr=learning_rate)\n",
    "# 开始训练\n",
    "for i in range(max_epoch):\n",
    "    # 打乱训练样本\n",
    "    idx = np.arange(len(x_train))\n",
    "    idx = np.random.permutation(idx)\n",
    "    x_train = x_train[idx]\n",
    "    st = 0\n",
    "    ave_loss = [] # 记录每一轮的平均损失\n",
    "    while st < len(x_train):\n",
    "        # 遍历数据集\n",
    "        ed = min(st + batch_size, len(x_train))\n",
    "        X = torch.from_numpy(x_train[st: ed]).to(torch.float32)\n",
    "        Z = encoder(X)\n",
    "        X_rec = decoder(Z)\n",
    "        loss = 0.5 * nn.functional.mse_loss(X, X_rec) # 重建损失\n",
    "        ave_loss.append(loss.item())\n",
    "        optimizer.zero_grad() \n",
    "        loss.backward() # 梯度反向传播\n",
    "        optimizer.step()\n",
    "        st = ed\n",
    "    ave_loss = np.average(ave_loss)\n",
    "\n",
    "    if i % display_step == 0 or i == max_epoch - 1:\n",
    "        print(f'训练轮数：{i}，平均损失：{ave_loss:.4f}')\n",
    "        # 选取测试集中的部分图像重建并展示\n",
    "        with torch.inference_mode():\n",
    "            X_test = torch.from_numpy(x_test[:3 * 5]).to(torch.float32)\n",
    "            X_test_rec = decoder(encoder(X_test))\n",
    "            X_test_rec = X_test_rec.cpu().numpy()\n",
    "        display(X_test_rec, 3, 5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "cell_id": "0ff0c62ea2e44567bdf2c0dfad19f5a7",
    "deepnote_cell_type": "code",
    "deepnote_to_be_reexecuted": false,
    "execution_millis": 607,
    "execution_start": 1662291753954,
    "id": "CC77F227E33A40A487F0A8EFD4751FCE",
    "jupyter": {},
    "notebookId": "60b9927227cb76001762cefa",
    "scrolled": false,
    "slideshow": {
     "slide_type": "slide"
    },
    "source_hash": "88ec195e",
    "tags": []
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "原始图像\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "重建图像\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 450x750 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('原始图像')\n",
    "display(x_test, 3, 5)\n",
    "\n",
    "print('重建图像')\n",
    "X_test = torch.from_numpy(x_test[:3 * 5]).to(torch.float32)\n",
    "X_test_rec = decoder(encoder(X_test))\n",
    "X_test_rec = X_test_rec.detach().cpu().numpy()\n",
    "display(X_test_rec, 3, 5)"
   ]
  }
 ],
 "metadata": {
  "deepnote": {},
  "deepnote_execution_queue": [],
  "deepnote_notebook_id": "96074980daba47eb8d8086f0557a1321",
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
